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She spun up a sandbox—a container isolated from corporate networks, air-gapped to the degree her laptop allowed. The build started like a sleeping animal that had been poked awake. Logs scrolled in an unfamiliar dialect: terse, efficient, almost musical. The experimental scheduler—TLL-Sched—claimed lower latency and smarter prioritization but needed a different messaging pattern. After an hour of tests, Aria had a list of seven breaking behaviors and three recommended compatibility shims.